{"id":"W3093848276","doi":"10.1093/biosci/biaa090","title":"Single-Stream Recycling Inspires Selective Fish Passage Solutions for the Connectivity Conundrum in Aquatic Ecosystems","year":2020,"lang":"en","type":"article","venue":"BioScience","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"U.S. Fish and Wildlife Service; Ministry of Natural Resources","keywords":"Fish <Actinopterygii>; Aquatic ecosystem; Ecosystem; Environmental science; Fishery; Ecology; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001277811,0.0005209655,0.0004739476,0.0006631017,0.001149256,0.001640977,0.001313707,0.001306456,0.003861127],"category_scores_gemma":[0.001968188,0.0002922818,0.0007568597,0.0004538997,0.001373704,0.002589356,0.001922954,0.0009648041,0.0007370853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008033438,"about_ca_system_score_gemma":0.001433523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001209343,"about_ca_topic_score_gemma":0.003619458,"domain_scores_codex":[0.9993597,0.0001426345,0.0000404057,0.0001738359,0.0002038691,0.00007960828],"domain_scores_gemma":[0.9987676,0.0002792913,0.0003161207,0.0002868674,0.0002246481,0.0001254564],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003330335,0.0007242633,0.01964879,0.0007211679,0.0001571013,0.0006734653,0.0006535783,0.1679513,0.09749258,0.1851936,0.003399593,0.5230515],"study_design_scores_gemma":[0.0001159565,0.002429029,0.01193152,0.0003420602,0.0003907287,0.001599217,0.001603898,0.5198327,0.07568114,0.3236763,0.06222393,0.0001735835],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2446575,0.0008656119,0.7356461,0.002821877,0.000102224,0.0001703916,0.00007603106,0.0005733313,0.01508702],"genre_scores_gemma":[0.7550953,0.0008151265,0.2307942,0.0003594396,0.00006056775,0.0002317631,0.00007227342,0.0001461769,0.01242514],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003861127,"threshold_uncertainty_score":0.01291674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04324089789317043,"score_gpt":0.2373806590560818,"score_spread":0.1941397611629113,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}